Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCNO

Gene summary for CCNO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNO

Gene ID

10309

Gene namecyclin O
Gene AliasCCNU
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P22674


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10309CCNOP2T-EHumanEsophagusESCC1.91e-071.33e-010.1177
10309CCNOP4T-EHumanEsophagusESCC3.09e-031.54e-010.1323
10309CCNOP5T-EHumanEsophagusESCC2.14e-154.13e-010.1327
10309CCNOP8T-EHumanEsophagusESCC2.49e-391.13e+000.0889
10309CCNOP9T-EHumanEsophagusESCC1.06e-021.06e-010.1131
10309CCNOP10T-EHumanEsophagusESCC2.52e-108.72e-020.116
10309CCNOP16T-EHumanEsophagusESCC8.78e-102.16e-010.1153
10309CCNOP20T-EHumanEsophagusESCC8.29e-092.09e-010.1124
10309CCNOP21T-EHumanEsophagusESCC4.82e-091.65e-010.1617
10309CCNOP22T-EHumanEsophagusESCC6.89e-061.63e-010.1236
10309CCNOP23T-EHumanEsophagusESCC3.83e-082.47e-010.108
10309CCNOP24T-EHumanEsophagusESCC3.16e-023.45e-020.1287
10309CCNOP26T-EHumanEsophagusESCC7.49e-061.19e-010.1276
10309CCNOP27T-EHumanEsophagusESCC3.97e-101.98e-010.1055
10309CCNOP28T-EHumanEsophagusESCC6.59e-111.75e-010.1149
10309CCNOP30T-EHumanEsophagusESCC2.31e-021.52e-010.137
10309CCNOP31T-EHumanEsophagusESCC1.78e-031.06e-010.1251
10309CCNOP37T-EHumanEsophagusESCC1.11e-111.41e-010.1371
10309CCNOP42T-EHumanEsophagusESCC1.83e-051.29e-010.1175
10309CCNOP47T-EHumanEsophagusESCC3.06e-022.98e-020.1067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCNOdeletionFrame_Shift_Delnovelc.990delNp.Leu331Terp.L331*P22674protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCNOSNVMissense_Mutationnovelc.829N>Cp.Ser277Argp.S277RP22674protein_codingtolerated(0.33)benign(0.003)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCNOdeletionFrame_Shift_Delrs756680122c.248_252delNNNNNp.Leu83ArgfsTer51p.L83Rfs*51P22674protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CCNOdeletionFrame_Shift_Delc.793delGp.Val265TrpfsTer4p.V265Wfs*4P22674protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCNOSNVMissense_Mutationc.525N>Ap.Phe175Leup.F175LP22674protein_codingtolerated(0.29)possibly_damaging(0.735)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCNOSNVMissense_Mutationrs754329141c.970N>Ap.Val324Metp.V324MP22674protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A05N-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNOSNVMissense_Mutationnovelc.542N>Tp.Thr181Ilep.T181IP22674protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
CCNOSNVMissense_Mutationnovelc.935C>Tp.Ala312Valp.A312VP22674protein_codingtolerated(0.44)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CCNOSNVMissense_Mutationnovelc.1046N>Tp.Ser349Leup.S349LP22674protein_codingtolerated_low_confidence(1)benign(0)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNOSNVMissense_Mutationc.701N>Ap.Ser234Asnp.S234NP22674protein_codingtolerated(0.44)benign(0.007)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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